{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-22T08:04:57.192672Z",
     "start_time": "2020-11-22T08:04:57.181671Z"
    }
   },
   "outputs": [],
   "source": [
    "#导入python所需的库\n",
    "import networkx as nx\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-22T08:05:24.484233Z",
     "start_time": "2020-11-22T08:05:24.385227Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>source</th>\n",
       "      <th>target</th>\n",
       "      <th>depth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>life insurance</td>\n",
       "      <td>corporate-owned life insurance</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>life insurance</td>\n",
       "      <td>critical illness insurance</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>life insurance</td>\n",
       "      <td>economic capital</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>life insurance</td>\n",
       "      <td>estate planning</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>life insurance</td>\n",
       "      <td>false insurance claims</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3739</th>\n",
       "      <td>health system</td>\n",
       "      <td>two-tier health care</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3740</th>\n",
       "      <td>health system</td>\n",
       "      <td>universal health care</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3741</th>\n",
       "      <td>health administration</td>\n",
       "      <td>master of health administration</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3742</th>\n",
       "      <td>health administration</td>\n",
       "      <td>nosokinetics</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743</th>\n",
       "      <td>ansi 834 enrollment implementation format</td>\n",
       "      <td>x12 document list</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3744 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         source  \\\n",
       "0                                life insurance   \n",
       "1                                life insurance   \n",
       "2                                life insurance   \n",
       "3                                life insurance   \n",
       "4                                life insurance   \n",
       "...                                         ...   \n",
       "3739                              health system   \n",
       "3740                              health system   \n",
       "3741                      health administration   \n",
       "3742                      health administration   \n",
       "3743  ansi 834 enrollment implementation format   \n",
       "\n",
       "                               target  depth  \n",
       "0      corporate-owned life insurance      1  \n",
       "1          critical illness insurance      1  \n",
       "2                    economic capital      1  \n",
       "3                     estate planning      1  \n",
       "4              false insurance claims      1  \n",
       "...                               ...    ...  \n",
       "3739             two-tier health care      4  \n",
       "3740            universal health care      4  \n",
       "3741  master of health administration      4  \n",
       "3742                     nosokinetics      4  \n",
       "3743                x12 document list      4  \n",
       "\n",
       "[3744 rows x 3 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('./seealsology-data.tsv', sep='\\t')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-22T08:09:28.056164Z",
     "start_time": "2020-11-22T08:09:27.957159Z"
    }
   },
   "outputs": [],
   "source": [
    "#构造图\n",
    "G = nx.from_pandas_edgelist(data, \"source\",\"target\", edge_attr=True, create_using=nx.Graph())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-22T08:09:58.120884Z",
     "start_time": "2020-11-22T08:09:58.110883Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2399"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看图中节点数\n",
    "len(G)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "随机游走\n",
    "在这里,我定义了一个函数,将节点和被遍历的路径的长度作为输入。它将从指定的输入节点以随机的方式穿过连接节点。最后,它将返回遍历节点的顺序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-22T08:36:47.450000Z",
     "start_time": "2020-11-22T08:36:47.434999Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_random_walk(node, path_len):\n",
    "    random_walk = [node]\n",
    "    \n",
    "    for i in range(path_len-1):\n",
    "        temp = list(G.neighbors(node))\n",
    "        temp = list(set(temp)-set(random_walk))\n",
    "        if len(temp) == 0:\n",
    "            break\n",
    "        \n",
    "        random_node = random.choice(temp)\n",
    "        random_walk.append(random_node)\n",
    "        node = random_node\n",
    "    return random_walk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-22T08:27:22.552086Z",
     "start_time": "2020-11-22T08:27:22.541086Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['life insurance',\n",
       " 'whole life insurance',\n",
       " 'theory of decreasing responsibility',\n",
       " 'family income benefit insurance',\n",
       " 'variable universal life insurance',\n",
       " 'segregated fund',\n",
       " 'universal life insurance',\n",
       " 'term life insurance',\n",
       " 'internal revenue code section 79',\n",
       " 'permanent life insurance']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_random_walk('life insurance', 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-22T08:27:45.733412Z",
     "start_time": "2020-11-22T08:27:45.723412Z"
    }
   },
   "source": [
    "在这里，上面指定遍历的长度为10。你可以更改此数字并进行操作。下面将捕获数据集中所有节点的随机游走序列："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-22T08:36:50.761189Z",
     "start_time": "2020-11-22T08:36:49.853137Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 2399/2399 [00:00<00:00, 4613.41it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "11995"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "\n",
    "random_walks=[]\n",
    "\n",
    "all_node = list(G.nodes())\n",
    "\n",
    "for node in tqdm(all_node):\n",
    "    for i in range(5):\n",
    "        random_walks.append(get_random_walk(node, 10))\n",
    "\n",
    "len(random_walks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-22T08:51:43.325241Z",
     "start_time": "2020-11-22T08:51:43.214234Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " Get similar nodes\n",
      "\n",
      "\n",
      "Enter name of any node (for example 'space toursim') : life insurance\n",
      "[(\"servicemembers' group life insurance\", 0.8606128692626953),\n",
      " ('tontine', 0.8313786387443542),\n",
      " ('pet insurance', 0.8218550086021423),\n",
      " ('corporate-owned life insurance', 0.8177314400672913),\n",
      " ('anicom', 0.8119866251945496),\n",
      " ('internal revenue code section 79', 0.7957005500793457),\n",
      " ('permanent life insurance', 0.7955445051193237),\n",
      " ('return of premium life insurance', 0.7934057116508484),\n",
      " ('whole life insurance', 0.7853991985321045),\n",
      " ('theory of decreasing responsibility', 0.7784065008163452)]\n"
     ]
    }
   ],
   "source": [
    "import pprint\n",
    "from gensim.models import Word2Vec\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# 训练skip-gram (word2vec)模型\n",
    "model = Word2Vec(window = 4, sg = 1, hs = 0,\n",
    "                 negative = 10, # 负采样\n",
    "                 alpha=0.03, min_alpha=0.0007,\n",
    "                 seed = 14)\n",
    "\n",
    "model.build_vocab(random_walks, progress_per=2)\n",
    "\n",
    "model.train(random_walks, total_examples = model.corpus_count, epochs=20, report_delay=1)\n",
    "print('\\n\\n Get similar nodes\\n\\n')\n",
    "while True:\n",
    "    any_node = input(\"Enter name of any node (for example 'space toursim') : \")\n",
    "    if len(any_node) > 0:\n",
    "        break\n",
    "pprint.pprint(model.similar_by_word(any_node))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "# 在二维空间中绘制所选节点的向量\n",
    "def plot_nodes(word_list):\n",
    "    # 每个节点的embedding为100维\n",
    "    X = model[word_list]\n",
    "    #print(type(X))\n",
    "    # 将100维向量减少到2维\n",
    "    pca = PCA(n_components=2)\n",
    "    result = pca.fit_transform(X) \n",
    "    #print(result)\n",
    "    # 绘制节点向量\n",
    "    plt.figure(figsize=(12,9))\n",
    "    # 创建一个散点图的投影\n",
    "    plt.scatter(result[:, 0], result[:, 1])\n",
    "    for i, word in enumerate(word_list):\n",
    "        plt.annotate(word, xy=(result[i, 0], result[i, 1]))\n",
    "    plt.show()\n",
    "# 将所有的embedding进行绘制\n",
    "plot_nodes(model.wv.vocab)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('total permanent disability insurance', 0.9651207327842712),\n",
      " ('all-payer rate setting', 0.849920928478241),\n",
      " ('return of premium life insurance', 0.848824143409729),\n",
      " (\"servicemembers' group life insurance\", 0.8472470641136169),\n",
      " ('anicom', 0.8448639512062073),\n",
      " ('pet insurance', 0.8316842913627625),\n",
      " ('mccarran-ferguson act', 0.8261210918426514),\n",
      " ('the hospital uninsured patient discount act (illinois)', 0.8243808150291443),\n",
      " ('self-funded health care', 0.8213313817977905),\n",
      " ('prescription analytics', 0.8142873644828796)]\n"
     ]
    }
   ],
   "source": [
    "#看critical illness insurance的相似单词\n",
    "pprint.pprint(model.similar_by_word('critical illness insurance'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "图中单词太多，看不清楚单词之间的距离关系，下面从词典中选择5个单词来作图，看相似的单词在图中距离是否相近"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['demography', 'health care reform', 'world values survey', 'senescence', 'financial risk management', 'ageing', 'social determinants of health', 'valuation (finance) ', 'health system', 'human overpopulation', 'financial risk manager', 'life extension', 'immortality', 'programmed cell death', 'insurance', 'welfare state', 'longevity', 'universal declaration of human rights', 'social security', 'aging', 'slow aging', 'life expectancy', 'rejuvenation (aging)', 'pension', 'gerontology', 'u.s. immigration and customs enforcement', 'enterprise risk management', 'maximum life span', 'precautionary principle', 'old age', '401(k)', 'indefinite lifespan', 'pension system', 'rejuvenation', 'age-adjusted life expectancy', 'health insurance', 'healthcare inequality', 'retirement plan', 'investment risk', 'social welfare provision', 'white-collar crime', 'environmental racism', 'public debt', 'financial risk', 'distribution (economics)', 'health insurance in the united states', 'population growth', 'life insurance', 'welfare', 'strategies for engineered negligible senescence', 'discounted cash flow', 'family law', 'uk pensions', 'dna repair', 'fasting', 'aging brain', 'permanent life insurance', 'socially responsible investing', 'market risk', 'biological immortality', 'universal health care', 'epidemiology', 'maximum lifespan', 'financial crime', 'health economics', 'population dynamics', 'demographic transition', 'tax', 'social insurance', 'tissue engineering', 'retirement', 'downshifting (lifestyle)', \"professional risk managers' international association\", 'federal bureau of investigation', 'historical demography', 'environmental justice', 'u.s. customs and border protection', 'sharpe ratio', 'diplomatic security service', 'professional risk manager', 'survival analysis', 'collective investment scheme', 'corporate governance', 'social darwinism', 'value at risk', 'weighted average cost of capital', 'mortality rate', 'social security (united states)', 'lindy effect', 'bond (finance)', 'dna damage theory of aging', 'eu law', 'demographic economics', 'inequality in disease', 'government budget deficit', 'population pyramid', 'reproductive health', 'generational accounting', 'depreciation', 'extreme longevity tracking', 'biodemography', 'human enhancement', 'publicly funded health care', 'united states marshals service', 'dna damage (naturally occurring)', 'pensions crisis', 'alternative financial services', 'geriatrics', 'government spending', 'anti-aging movement', 'financialization', 'mitohormesis', 'financial modeling', 'united states postal inspection service', 'induced stem cells', 'trusts law', 'actuarial science', 'risk-return spectrum', 'roth 401(k)', 'financial services', 'economic capital', 'welfare culture', 'simple living', 'waithood', 'retirement plans in the united states', 'operational risk', 'public finance', 'international healthcare accreditation', 'basel ii', 'doomsday argument', 'financial markets', 'drug enforcement administration', 'criticisms of welfare', 'regenerative medicine', 'individual retirement account', 'united states national health care act', 'medieval demography', 'population health', '403(b)', 'national health insurance', 'false insurance claims', 'telomere', 'nanomedicine', 'insurance in the united states', 'elderly care', 'socio-economic panel', 'health crisis', 'individual pension plan', 'financial services conglomerate', 'social safety net', 'public health', 'registered retirement savings plan', 'retirement in europe', 'sovereign default', 'oxidative stress', 'centenarian', 'health insurance costs in the united states', 'survivorship bias', 'fiscal policy', 'risk modeling', 'food preferences in older adults and seniors', 'pbgc', 'international monetary fund', 'raroc', 'certified risk analyst', 'efficient-market hypothesis', '2001 anthrax attacks', \"hofstadter's law\", 'home automation for the elderly and disabled', 'hayflick limit', 'sortino ratio', 'credit default swap', 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'maximal ergodic theorem', 'ferroptosis', 'domestic robot', 'population groups in biomedicine', 'system dynamics', 'boomerang generation', 'xy sex-determination system', 'targeted immunization strategies', 'hikikomori', 'religious text', 'missing women', 'lost boys (mormon fundamentalism)', 'logistic function', 'isew', 'association of reproductive health professionals', 'democracy ranking', 'natalistic politics', 'voluntary human extinction movement', 'overpopulation in domestic pets', 'eugenics', 'irreligion', 'demographic gift', 'uk households: a longitudinal study', 'system of national accounts', 'density dependence', 'censoring (statistics)', 'consumer-driven health care', 'continuity thesis', 'taboo food and drink', 'late antiquity', 'history of slavery', 'religious conversion', 'welfare queen', 'equity investment', 'adverse childhood experiences study', 'global task force on expanded access to cancer care and control in developing countries', 'lgbt people in prison', 'medical anthropology', 'triangle of death (italy)', 'wealth', 'religious intolerance', 'juice fasting', 'intentional community', 'corporate poverty', 'air force office of special investigations', 'integrated reporting', 'global peace index', 'case mix index', 'full cost accounting', 'council house', 'quality of life', 'gini coefficient', 'reproductive justice', 'richardson v. perales', 'amortization (tax law)', 'pricing', 'capital appreciation', 'intermediate consumption', 'amortization (business)', 'balance sheet', 'double irish arrangement', 'capital expenditures', 'socialism', 'social programs in the united states', 'bond credit rating', 'ham and egg bun', 'contingencies fund', 'human security', 'welfare fraud', 'hidden welfare state', 'credit default swap index', 'monetary policy', 'welfare state in the united kingdom', 'flexicurity', 'health insurance cooperative', 'public opinion on health care reform in the united states', 'australian trust law', 'debenture', 'excess burden of taxation', 'eurobond (international)', 'brady bonds', 'bucket shop (stock market)', 'toxic security', 'municipal bond', 'robbery', 'inflation tax', 'refund anticipation loan', 'jesus and the rich young man', 'blended value', 'business ethics', 'offshore trust', 'golden parachute', 'insurance hall of fame', 'the bankers', 'marine security guard', 'market-based valuation', 'treynor ratio', 'transparency (market)', 'universal health coverage by country', 'health-care reform in china', 'financial models with long-tailed distributions and volatility clustering', 'rashtriya swasthya bima yojana', 'systemically important financial institution', 'cyber risk quantification', 'liquidity', 'structuring', 'dea purple heart award', 'modigliani–miller theorem', 'real estate appraisal', 'capital budgeting', 'flows to equity', 'confidence trick', 'terrorist financing', 'insider trading', 'financial reinsurance', 'basel iv', 'fasb 133', 'entropic value at risk', 'the journal of operational risk', 'web presence management', 'german company law', 'home state regulation', 'european navigator', 'terrorism in the united states', 'history of the national health service (england)', 'legitimacy (family law)', 'port security', 'spy fiction', 'operation tangled web', 'defense criminal investigative service', 'operation endgame', 'detective', 'office of air and marine', 'intelligence agency', 'sbinet', 'harmonized tariff schedule for the united states', 'healthcare compared', 'yogyakarta principles', '2007 in film', 'pharmacoeconomics', 'european convention on human rights', 'vienna declaration and programme of action', 'slavery in international law', 'consent of the governed', 'departamento administrativo de seguridad', \"timeline of alzheimer's disease\", 'risk appetite', 'inheritance law in canada', 'open-end fund', 'health maintenance organization', 'stop-loss insurance', 'human population planning', 'roujin z', 'social security in australia', 'census', 'american association of franchisees and dealers', 'general government (in economics)', 'stem cell theory of aging', 'sustainable diet', 'population and development review', 'housing in glasgow', 'health services research', 'undead', 'migration period art', '2010s in food', 'centromere', 'sic transit gloria mundi', 'maternal death', 'pension protection act of 2006', 'vivien v. worldcom', 'tax evasion in the united states', 'starve the beast', 'european labour law', 'stillbirth and neonatal death society', 'apothécure inc.', 'superannuation and other funds (validation) act 1992', 'pensions in the united states', 'pensions act 2004', 'national insurance act 1965', 'common fund', 'okinawan cuisine', 'cell cycle', 'the fourth pillar', 'vice fund', 'neuroscience of aging', 'neverland', 'internal alchemy', 'methodical culturalism', 'aging portfolio', 'modiolus (face)', 'hela', 'actuarial notation', 's1909/a2840', 'cellular differentiation', 'nanotechnology in fiction', 'sensory stimulation therapy', 'eco-investing', 'black swan theory', 'software aging', 'brian hanley (biohacker)', 'queensland community care network', 'crown of immortality', 'actuary', 'longevity claims', 'seedbank', 'indoor positioning system', 'xenotransplantation', 'polyphyodont', 'gerontological nursing', 'reductive stress', 'radioresistance', 'stochastic resonance (sensory neurobiology)', 'denham harman', 'acatalasia', 'construction in progress', 'n(6)-carboxymethyllysine', 'hypothesis', 'auxology', 'international social survey programme', 'neuropsychological test', 'cost of raising a child', 'scenario optimization', 'impalefection', 'international development', 'quantum immortality', 'aging dna', 'cytotoxicity', 'neoteny', 'bcl-2', 'management of obesity', 'venetoclax', 'kaplan–meier estimator', 'asymptotic equipartition property', 'small matter of programming', 'sustainability', 'cultural selection theory', 'selection bias', 'fiscal union', 'policy mix', 'ecological genetics', 'scientific racism', 'hawks nest tunnel disaster', 'ergodic process', 'vaccine controversies', 'acquis', 'environmental sociology', 'decision analysis', 'computational finance', 'community patent', 'autolysis (biology)', 'dose fractionation', 'anthrax war', 'crisis theory', 'sex-selective abortion and infanticide', 'twixter', 'demographics ', 'dead-end job', 'urbanization', 'education in the middle east and north africa', 'parasite single', 'operational sex ratio', 'rare disease', 'step (society of trust and estate practitioners)', 'islamic views on slavery', \"world scientists' warning to humanity\", 'global catastrophic risk', 'gaia hypothesis', 'new york society for the suppression of vice', 'gross reproduction rate', 'intercensal estimate', 'population projection', 'reproductive health supplies coalition', 'languages in censuses', 'mediterranean diet', 'political spectrum', 'royal household', 'arab slave trade', 'catholic church and slavery', 'black fast', 'richard g. wilkinson', 'economic model', 'time value of money', 'environmental justice and coal mining in appalachia', 'toxic 100', 'health promotion', 'community health', 'resource justice', 'nimby', 'weight loss', 'the hospital uninsured patient discount act (illinois)', 'health literacy', 'study of health in pomerania', 'health inequality and environmental influence', 'acronyms in healthcare', 'school health services', 'environmental inequality in the united kingdom', 'wikiprogress', 'revaluation', \"angus barbieri's fast\", 'anorexia mirabilis', 'superstition', 'force-feeding', 'sustainable living', 'fasting in jainism', 'ecovillage', 'bhutan gnh index', 'broad measures of economic progress', 'gender-related development index', 'post-materialism', 'value product', 'world happiness report', 'progress (history)', 'measure evaluation', 'epidemiological methods', 'option (finance)', 'marxian economics', 'terror-free investing', 'locked-in retirement account', 'identity theft', 'eurostat', 'portfolio (finance)', 'social security in sweden', 'macroprudential policy', 'taxpayer groups', 'capital controls', 'banking regulation', 'indirect tax', 'debt', 'mandatory spending', 'crisis situations and unrest in europe since 2000', 'intercontinental exchange', '2000s commodities boom', 'credit card fraud', 'mafia', 'hidden tax', 'bank reserves', 'treasury', 'internal models approach (market risk)', 'timeline of global health', 'closed-end fund', 'good (economics and accounting)', 'community wind energy', 'social ownership', 'agency cost', 'atf gunwalking scandal', 'reserve requirement', 'standardized approach (market risk)', 'intellectual property valuation', 'derivative (finance)', 'earthquake simulation', 'hm revenue & customs', 'committee of sponsoring organizations of the treadway commission', 'universal health care foundation of connecticut', 'financial system in australia', 'hansen–jagannathan bound', 'skimming (casinos)', 'royal commission into misconduct in the banking, superannuation and financial services industry', 'paper valuation', 'bank for international settlements', 'settlement (finance)', 'financing of terrorism', 'black–scholes', 'stock valuation', 'single-index model', 'price discovery', 'financial forecast', 'office of the inspector general of the department of state', 'united states army counterintelligence', 'operation panama express', 'signal-to-noise ratio', 'fischer black prize', 'derivative', 'eudralex', 'health human resources', 'trust law', 'totten trust', 'financial endowment', 'executor', 'civil code of the philippines', 'irradiated mail', 'police rank', 'crime in the united states', 'police academy', 'luke helder', 'mortgage fraud', 'coast guard investigative service', 'federal crime', 'supply chain security', 'pipe bomb', 'special operations executive', 'united states citizenship and immigration services', 'united states border preclearance', 'cia in fiction', 'university of farmington', 'family law system in england and wales', 'disease mongering', 'health tourism provider', 'medical debt', 'human rights in china', 'unnecessary health care', 'health policy analysis', 'history of human rights', 'convention on the elimination of all forms of racial discrimination', 'declaration on great apes', 'convention relating to the status of refugees', 'tommy douglas', 'international covenant on civil and political rights', 'ethical problems using children in clinical trials', 'current account', 'two-tier health care', 'pensions in germany', 'international taxation', 'foreign exchange trading', 'geneva association', 'house navigation system', 'price ceiling', 'high-net-worth individual', 'national insurance act 1946', 'solo 401(k)', 'housing estate', 'us labor law', 'community (ecology)', 'amrita', 'total fertility rate', 'background radiation', 'human longevity', 'slavery in ancient rome', 'spiral dynamics', 'werner syndrome', 'kiwisaver', 'retirement funds administrators', 'pensions act 2008', 'public provident fund', 'pensions act 2007', 'smart pension', 'anti-aging medicine', 'strategic lawsuit against public participation', 'floor plan', 'cancer cell', 'sidna', 'suspended animation', 'caf-1', 'nanoparticle–biomolecule conjugate', 'ta-65', 'origin and function of meiosis', 'aging in dogs', 'excitotoxicity', 'american society of human genetics', 'transdifferentiation', 'biological engineering', 'national science foundation', 'commission for certification in geriatric pharmacy', 'electron pair', 'conflict thesis', 'insurance agent', 'biodiversity', 'cultural evolution', 'mitochondrial permeability transition pore', 'apoptosome', 'parthanatos', 'geriatric care management', 'cosmetic surgery', 'history of science', 'signal detection theory', 'food choice', 'decision theory', 'genetics', 'weekend effect', 'population europe', 'actuarial exam', 'ruin theory', 'futures studies', 'directed evolution (transhumanism)', 'planetary boundaries', 'dieting', 'examples of in vivo transdifferentiation by lineage-instructive approach', 'evolutionary psychology', 'apoptosis-inducing factor', 'mediocrity principle', 'paraptosis', 'permaculture', 'mutation', 'universal darwinism', 'lyapunov time', 'central limit theorem', 'natural selection', 'ecologically sustainable development', 'social implications of the theory of evolution', 'world population milestones', 'selection principle', 'mtbf', 'capture-recapture', 'pseudoapoptosis', 'entosis', 'texas sharpshooter fallacy', 'identification of aging in fish', 'pest insect population dynamics', 'autoschizis', 'hunters point, san francisco, california', 'total security management', 'wikt:benefit of the doubt', 'centre for the study of existential risk', 'accumulated other comprehensive income', 'law of averages', 'law of truly large numbers', 'statistical mechanics', 'cytochrome c', 'necrobiology', 'nutrition', 'population cycle', 'tragedy of the commons', 'an essay on the principle of population', 'doubling time', 'precariat', 'british annals of medicine, pharmacy, vital statistics, and general science', 'routine health outcomes measurement', 'emerging adulthood', 'death rates in the 20th century', 'fertility factor (demography)', 'what a way to go: life at the end of empire', 'living planet index', 'replacement migration', 'demographics of north america', 'reserve army of labour', 'social class', 'census tract', 'numinous', 'demography (journal)', 'german foundation for world population', 'world social capital monitor', 'international society for pharmacoepidemiology', 'protein-sparing modified fast', 'hunger strike', 'sixteen kingdoms', 'medieval hunting', 'the general crisis', 'survival rate', 'asset price inflation', 'environmental racism in europe', 'dennis raphael', 'exercise', 'income distribution', 'etiology', 'steven epstein (academic)', 'extinction debt', 'tamsin wilton', 'puerto rico health reform', 'internalized racism', 'income inequality metrics', 'environmental criminology', 'eye of a needle', 'deep ecology', 'microfinance', 'human development index', 'economic development', 'happy planet index', 'history of insurance', 'legatum prosperity index', 'working time', 'production function', 'progressive utilization theory', 'pacific society for reproductive health trust', 'abortion debate', 'united nations population fund', 'sigmoid curve', 'quantitative genetics', 'short-rate model', 'fixed income', 'operating expense', 'disability robot', 'income', 'forecast period (finance)', 'assets under management', 'free rider problem', 'disability fraud', 'international social security association', 'cash transfers', 'public housing', 'health care reform debate in the united states', 'social service', \"foreign exchange reserves of the people's republic of china\", 'revolutionary tax', 'great recession in europe', 'federal reserve economic data', 'crisis of 1982', 'risk participation agreement', 'promissory note', 'immunization (finance)', 'government waste', 'political midlife crisis', 'public economics', 'financial crisis', 'public expenditure', 'financial regulation', 'institute of operational risk', 'ethical consumerism', 'eco-communalism', 'intentional living', 'aam aadmi bima yojana', 'median household income', 'income quintiles', 'global earthquake model', 'immigration enforcement', 'comstock act', 'university of northern new jersey', 'austin serial bombings', 'assumption reinsurance', 'master of european law', 'isa 400 risk assessments and internal control', 'calmar ratio', 'profit (economics)', 'z score', 'debt bondage', 'informal value transfer system', 'conditionality', 'u.s. army criminal investigation command', 'minority discount', 'earnings response coefficient', 'control premium', 'multiple factor models', 'fundamental analysis', 'model audit', 'market value added', 'shadow wolves', 'tech bubble', 'risk', 'public criminology', 'financial instrument', 'brownian model of financial markets', 'stock investor', 'capital adequacy directive', 'standard deviation', 'chartered financial analyst', 'directive 95/46/ec on the protection of personal data', 'indian trusts act 1882', 'joint wills and mutual wills', 'catastrophe modeling', 'modeling and analysis of financial markets', 'financial planning', 'corporate transparency', 'nongovernmental organization', 'politics of argentina', 'shared parenting', 'federal protective service (russia)', 'police', 'state visits', 'society of former special agents of the federal bureau of investigation', 'police ranks of the united states', 'european border and coast guard agency', 'u.s. air force office of special investigations', 'mobile security deployment', 'federal drug control service of russia', 'family court', 'legal separation', 'family', 'merger doctrine (family law)', 'australian family law', 'secure border initiative', 'jaime zapata (u.s. agent)', 'youth for human rights international', 'international organization for standardization', 'international sos', 'lgbt rights at the united nations', 'mccarran–ferguson act', 'progressive democrats of america', 'preventive medicine', 'cairo declaration on human rights in islam', 'the farewell sermon', 'slave trade act', 'paris peace conference, 1919', 'modified dietz method', 'bacon, egg and cheese sandwich', 'steward machine company v. davis', 'area of freedom, security and justice', 'ben wattenberg', 'roth ira', 'corporate social responsibility', 'us pensions', 'frozen state pension', 'cellular adaptation', 'cell survival curve', 'global social change research project', 'irs criminal investigation division', 'logrank test', 'sex selection', 'american social policy during the second red scare', 'cosmetics', 'clinic', 'rorac', 'german pensions', 'widows orphans’ and old age contributory pensions act 1925', 'coffin birth', 'personal pension scheme', 'pensions in canada', 'pensions act 1995', 'taxation in canada', 'homologous recombination', 'extropianism', 'census bureau', 'genealogies of genesis', 'failure rate', 'food choice of older adults', 'human-animal hybrid', 'biochemical engineering', 'molecular self-assembly', 'quality control in tissue engineering', 'geriatric medicine in egypt', 'free-radical theory of aging', 'geroscience', 'top-down and bottom-up design', 'home robot', 'lich', 'reactive oxygen species', 'food studies', 'cornification', 'demographics of africa', 'hilda mary woods', 'eugenics in the united states', 'organlegging', 'gerontechnology', 'human betterment foundation', 'nanobiotechnology', 'injury induced stem cell niches', 'androgyny', 'bioethics', 'maximum spacing estimation', 'radithor', 'student syndrome', 'law of accelerating returns', 'intergenerational equity', 'predictability', 'safe trade', 'regression toward the mean', 'meta-analysis', 'frequency of exceedance', 'law of the iterated logarithm', 'titan (mythology)', 'meritocracy', 'climate change and poverty', 'argument from ignorance', 'superconducting super collider', 'climate justice', 'valuation risk', 'proportional hazards models', 'stem cell treatments', 'apoptotic dna fragmentation', 'diablo homolog', 'wallerian degeneration', 'necroptosis', 'behavior', 'free radical centre', 'involuntary unemployment', 'demographic analysis', 'vienna institute of demography', 'youth exclusion', 'population genetics', 'residence time (statistics)', 'jack goldstone', 'dharma', 'behavioral sink', 'carolyn w. colvin', 'lotka-volterra equations', 'population studies center at the university of michigan', 'current population survey', 'birth dearth', 'medieval fortification', 'medieval cuisine', 'santhara', 'genetic history of the british isles', 'slavery in ancient greece', 'christianity and slavery', 'index fund', 'renaissance of the 12th century', 'survival function', 'lipper average', 'occupational health science', 'negative-calorie food', 'healthy diet', 'matthew effect', 'environmental justice foundation', 'distribution of wealth', 'planned shrinkage', 'vegetarianism and religion', 'gross national well-being', 'where-to-be-born index', 'ethics of care', 'fund derivative', 'supplemental security income', 'economics', 'sexual intercourse', 'international conference on population and development', 'delayed density dependence', 'abstand and ausbau languages', 'penal bond', 'income statement', 'stock option expensing', 'per diem', 'transition town', 'bond market', 'conspicuous consumption', 'fifth power', 'kaiser family foundation', \"physicians' council for responsible reform\", 'green eggs and ham', 'tax competition', 'zero-coupon bond', 'sovereign bond', 'constant maturity credit default swap', 'ethics of circumcision', 'social security administration', 'inside job (2010 film)', 'latin american economy', 'paug', 'asset liability mismatch', 'advance tax ruling', 'taxpayer receipt', 'usury', 'united states federal budget', 'functional finance', 'federal emergency relief administration', 'michael j. astrue', 'social finance', 'personal income in the united states', 'distributive justice', 'fossil fuel divestment', 'malian family code', 'shadow banking system', 'direct primary care', 'european case law identifier', 'fourth geneva convention', 'earthquake commission', 'brics development bank', 'quantlib', 'king report on corporate governance', 'life insurance in india', 'health advocate', 'casualty insurance', 'sterling ratio', 'smithsonian agreement', 'markov switching multifractal', 'noisy market hypothesis', 'mole (espionage)', 'mortgage discrimination', 'pro forma', 'late capitalism', 'skimming (fraud)', 'penny stock scam', 'organi-cultural deviance', 'debt cash flow', 'earnings management', 'stakeholder theory', 'margin at risk', 'conditional value-at-risk', 'host state regulation', 'european legislation identifier', 'charitable trust', 'profit model', 'quantitative analyst ', 'marriage', 'jack thompson (activist)', 'bioterrorism', 'main directorate for drugs control', 'bodyguard', 'bomb threat', 'title 21 of the code of federal regulations', 'united states government security breaches', 'illegal drug trade in the united states', 'u.s. citizenship and immigration services', 'centers for disease control', 'philosophy of medicine', 'family law act (ontario)', 'mishnah', 'children act 1989', \"california child actor's bill\", 'assassination', \"commander-in-chief's guard\", 'u.s. coast guard', 'shoutamerica', 'prescription costs', 'healthcare system', 'nursing', 'medical education', \"doctor's visit\", 'monica ross', 'convention on the elimination of all forms of discrimination against women', 'slavery in the united states', 'jacques maritain', 'convention on the rights of persons with disabilities', 'federal deposit insurance corporation', 'healthy city', 'national employment savings trust', 'neonaticide', 'thalidomide', 'pension schemes act 1993', 'australian government future fund', 'myra', ':de:betriebliche altersversorgung', 'ghost', 'methylglyoxal', 'immortalist society', 'international day of older persons', 'sox 404 top-down risk assessment', 'physical & occupational therapy in geriatrics', 'methuselah foundation', 'biomedical engineering', 'british society for nanomedicine', 'hofmann–löffler reaction', 'raw foodism', 'ethnic bioweapon', 'peter pan', 'biomedicine', 'laser surgery', 'ieee p1906.1', 'pensioner', 'ornstein isomorphism theorem', 'fooled by randomness', 'risk aversion', 'best available technology', 'eur-lex', 'microlife', 'chaos theory', 'business valuation standard', 'anoikis', 'rip kinase', 'inflammasome', 'pyroptosis', 'myron weiner', 'herd immunity', 'missing women of china', 'ellsberg paradox', 'accelerating change', 'koyaanisqatsi', 'population stabilization', 'human migration', 'malthusian catastrophe', 'genuine progress indicator', 'ownership society', 'early slavs', 'one-place study', 'crisis of the third century', 'medieval gardening', 'the bible and slavery', 'sum-of-the-parts analysis', 'medical sociology', 'rand health insurance experiment', 'health care reforms proposed during the obama administration', 'michael marmot', 'rural action', 'labour economics', 'healthcare politics', 'cancer alley', 'starvation response', 'fruitarianism', 'green gross domestic product', 'leisure satisfaction', 'subjective life satisfaction', 'corporate welfare', 'marie stopes international', 'employment-to-population ratio', 'moral hazard', 'united nations system of national accounts (unsna)', 'caerphilly heart disease study', 'value added', 'saskatchewan pension plan', 'social security (australia)', 'unintended consequences', 'medicalization', 'self-funded health care', 'trusts & estates (journal)', 'consol (bond)', 'debt clock', 'cusip linked mip code', 'credit default option', 'gdp-linked bond', 'currency crisis', 'social choice theory', 'goldberg v. kelly', 'black bear ranch', 'affluenza', 'wealth concentration', 'social responsibility', 'group of thirty', 'us corporate law', 'corporate crime', 'catastrophe bond', 'solvency ii directive', 'chepakovich valuation model', 'threat (computer)', 'financial crisis of 2007–2010', 'interpol', 'cooperative banking', 'overdraft protection', 'industry loss warranties', 'title loan', 'bias ratio (finance)', 'maximum harmonisation', 'agricultural insurance in india', 'private benefits of control', 'international organization of supreme audit institutions', 'purpose trust', 'program evaluation', 'dumb agent theory', \"financial modelers' manifesto\", 'trustee', 'nashim', 'fbi honorary medals', 'united states army criminal investigation command', 'child support', 'supervised visitation', 'common era', 'social medicine', 'united nations prize in the field of human rights', 'convention on the rights of the child', 'international covenant on economic, social and cultural rights', 'mccarran-ferguson act', 'financial services board (south africa)', 'posthumanization', 'pioneer factor', 'chemical engineering', 'molecular processor', 'ecm biomaterial', 'social ecology (theory)', 'nitric oxide', 'holocene extinction', 'fermi paradox', \"pascal's wager\", 'deforestation during the roman period', 'neet', 'family economics', 'national security study memorandum 200', 'age adjustment', 'bond event', 'the waning of the middle ages', 'renaissance', 'alton, rhode island', 'law of social cycle', 'obstetric transition', 'popline', 'expenses versus capital expenditures', 'kline-miller multiemployer pension reform act of 2014', 'social insurance number', 'tax-free savings account (canada)', 'price floor', 'european social model', 'healthcare reform debate in the united states', 'debasement', 'sovereign debt', 'slow living', 'frugality', 'productivity improving technologies (historical)', 'health center', 'ethical banking', 'coefficient of variation', 'fuzzy pay-off method for real option valuation', 'economic rent', 'information ratio', 'volatility risk premium', 'iso 31000', 'taxation in the united kingdom', 'corpus juris', 'incidental effect', 'seismic retrofit', 'incremental cost-effectiveness ratio', 'think tank', 'securities and exchange commission', 'industrial espionage', 'domestic terrorism in the united states', 'american revolutionary war', 'electronic system for travel authorization', 'united states border patrol interior checkpoints', 'protectseniors.org', 'history of the national health service', 'slavery in russia', 'john sankey, 1st viscount sankey', 'hominidae', 'science (journal)', 'photodynamic therapy', 'genetic engineering', 'r/k selection theory', 'autonomous language', 'meals on wheels', 'immigration', 'uranium mining and the navajo people', 'equality impact assessment', 'the info project', 'fixed capital', 'interaction between monetary and fiscal policies', 'efficiency dividend', 'war bonds', 'lorenz curve', 'social impact bond', 'sarbanes–oxley act', 'federal protective service (united states)', 'operation protect our children', 'socioeconomic status', 'family court of australia']\n"
     ]
    }
   ],
   "source": [
    "#获取所有词汇\n",
    "words = model.wv.index2word\n",
    "print(words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 2.44116127e-01 -6.58105016e-01  3.53603333e-01 ...  2.49065459e-01\n",
      "   8.31511766e-02  2.44958520e-01]\n",
      " [ 1.13542899e-01 -1.40432909e-01  9.43881944e-02 ... -8.15774426e-02\n",
      "   4.12794441e-01 -3.58953178e-01]\n",
      " [-5.15013874e-01 -6.28528953e-01  6.10586882e-01 ... -5.57912827e-01\n",
      "  -4.41058546e-01 -1.50161922e-01]\n",
      " ...\n",
      " [-1.21165469e-01 -3.75904068e-02  3.06390435e-01 ... -5.70376404e-02\n",
      "  -2.50228286e-01 -1.13889858e-01]\n",
      " [-1.88034549e-02 -1.55863881e-01  5.70015833e-02 ... -1.01859085e-02\n",
      "  -9.09782648e-02 -7.56594166e-02]\n",
      " [ 1.62817165e-01 -3.82665992e-01 -3.48240174e-02 ... -5.83558157e-02\n",
      "   1.22426935e-01  5.63700742e-04]]\n"
     ]
    }
   ],
   "source": [
    "#获取所有词汇对应的词向量\n",
    "vectors = model.wv.vectors\n",
    "print(vectors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "#从词汇表随机选取几个单词\n",
    "def get_random_word(words, max_word=5):\n",
    "    word_list=[]\n",
    "    for i in range(max_word):\n",
    "        word = random.choice(words)\n",
    "        word_list.append(word)\n",
    "    return word_list\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['apoptosis', 'sub-replacement fertility', 'critical community size', 'history of human rights', 'supply chain security']\n",
      "['bcl-2', 'caspases', 'survival of the fittest', 'cytochrome c', 'bh3 interacting domain death agonist', 'autoschizis', 'anoikis', 'paraptosis', 'inflammasome', 'excitotoxicity', 'natalistic politics', 'population stabilization', 'economic collapse', 'income and fertility', 'fertility and intelligence', 'population decline', 'jeremy gold', 'aging of japan', 'dependency ratio', 'gross reproduction rate', 'mathematical modelling in epidemiology', 'centre for research on the epidemiology of disasters (cred)', 'caerphilly heart disease study', 'epidemic model', 'age adjustment', 'epidemiological methods', 'study of health in pomerania', 'population groups in biomedicine', 'european centre for disease prevention and control', 'international society for pharmacoepidemiology', 'lgbt rights at the united nations', 'united nations millennium declaration', 'cairo declaration on human rights in islam', 'human rights in china', 'monica ross', 'slavery in the united states', 'european convention on human rights', 'convention on the rights of the child', 'yogyakarta principles', 'convention on the elimination of all forms of racial discrimination', 'u.s. coast guard', 'sbinet', 'united states border patrol interior checkpoints', 'electronic system for travel authorization', 'port security', 'harmonized tariff schedule for the united states', 'australian border force', 'u.s. citizenship and immigration services', 'immigration enforcement', 'secure border initiative']\n"
     ]
    }
   ],
   "source": [
    "#将所选单词的相似词也找出来，追加到列表，下面作图用\n",
    "choice_words = get_random_word(words)\n",
    "all_similar_words = []\n",
    "\n",
    "for word in choice_words:\n",
    "    for s in model.similar_by_word(word):\n",
    "        all_similar_words.append(s[0])\n",
    "print(choice_words)\n",
    "print(all_similar_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#随机所选单词+ 这些单词的相似词\n",
    "all_word = choice_words + all_similar_words\n",
    "\n",
    "# 在二维空间中绘制所选节点的向量\n",
    "def plot_nodes(all_word):\n",
    "    # 每个节点的embedding为100维\n",
    "    X = model.wv[all_word]\n",
    "    #print(type(X))\n",
    "    # 将100维向量减少到2维\n",
    "    pca = PCA(n_components=2)\n",
    "    result = pca.fit_transform(X) \n",
    "    #print(result)\n",
    "    # 绘制节点向量\n",
    "    plt.figure(figsize=(12,9))\n",
    "    # 创建一个散点图的投影\n",
    "    plt.scatter(result[:, 0], result[:, 1])\n",
    "    for i, word in enumerate(all_word):\n",
    "        plt.annotate(word, xy=(result[i, 0], result[i, 1]))\n",
    "    plt.show()\n",
    "# 将所有的embedding进行绘制\n",
    "plot_nodes(all_word)"
   ]
  },
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   "source": [
    "结论：相似的词在二维坐标系里的距离也离的近，上图明显聚了5个类别，因为最开始是选了5个词"
   ]
  }
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